ThinkNEO Publications

AI
Governance

The Foundation for
Organized AI in Production

Fabio Bastos

AI Governance

The Foundation for Organized AI in Production

A Field Guide

by Fabio Bastos

DOI: 10.5281/zenodo.19655870

About This Book

A field guide to AI governance as an operational practice — not compliance theater, not a checklist of ethical principles, but the daily work of running AI systems with the rigor organizations already apply to financial and industrial systems where the consequences of failure are real.

Drawn from conversations with engineers, compliance officers, finance partners, and platform leads, this book lays out the five technical pillars that have emerged as a rough industry consensus — runtime guardrails, observability, AI FinOps, policy as code, and provider-agnostic routing — and a pragmatic roadmap for organizations starting from scratch.

Short on purpose. Written in the middle of the work it describes.

Contents

Part I — The Governance Imperative

  1. 1From Experimentation to Production
  2. 2The Shadow AI Problem
  3. 3Why Traditional Tools Fall Short

Part II — The Five Pillars

  1. 4Runtime Guardrails: The First Line of Defense
  2. 5Observability Built for AI
  3. 6AI FinOps: Governing the New Variable Cost
  4. 7Policy and Governance: From Documents to Code
  5. 8Provider-Agnostic Routing: The End of Lock-in

Part III — Putting It Into Practice

  1. 9The Control Plane Pattern
  2. 10A Pragmatic Implementation Roadmap
  3. 11Measuring What Matters
First Edition — 2026|DOI: 10.5281/zenodo.19655870|Licensed under CC BY 4.0|Published by ThinkNEO Publications